Data come from a study of breast cancer in Wisconsin. There are 681 cases of potentially cancerous tumors of which 238 are actually malignant. Determining whether a tumor is really malignant is traditionally determined by an invasive surgical procedure. The purpose of this study was to determine whether a new procedure called fine needle aspiration which draws only a small sample of tissue could be effective in determining tumor status.
data(wbca)
A data frame with 681 observations on the following 10 variables.
Class
0 if malignant, 1 if benign
Adhes
marginal adhesion
BNucl
bare nuclei
Chrom
bland chromatin
Epith
epithelial cell size
Mitos
mitoses
NNucl
normal nucleoli
Thick
clump thickness
UShap
cell shape uniformity
USize
cell size uniformity
The predictor values are determined by a doctor observing the cells and rating them on a scale from 1 (normal) to 10 (most abnormal) with respect to the particular characteristic.